Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52560 |
| Missing cells | 939 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 5 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Rear bearing temperature (°C) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Rotor speed (RPM) and 2 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
# Date and time has unique values | Unique |
blade_angle has 20809 (39.6%) zeros | Zeros |
Rotor speed (RPM) has 1125 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:54:02.578522 |
|---|---|
| Analysis finished | 2023-07-08 11:54:19.219434 |
| Duration | 16.64 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52560 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 410.8 KiB |
| Minimum | 2019-01-01 00:00:00 |
|---|---|
| Maximum | 2019-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52296 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.8977 |
| Minimum | -16.147116 |
|---|---|
| Maximum | 2078.6285 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 5409 |
| Negative (%) | 10.3% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -16.147116 |
|---|---|
| 5-th percentile | -1.8857358 |
| Q1 | 119.84645 |
| median | 368.39696 |
| Q3 | 825.08232 |
| 95-th percentile | 1944.4743 |
| Maximum | 2078.6285 |
| Range | 2094.7756 |
| Interquartile range (IQR) | 705.23587 |
Descriptive statistics
| Standard deviation | 580.78886 |
|---|---|
| Coefficient of variation (CV) | 1.0226998 |
| Kurtosis | 0.4091358 |
| Mean | 567.8977 |
| Median Absolute Deviation (MAD) | 303.06972 |
| Skewness | 1.1843812 |
| Sum | 29807814 |
| Variance | 337315.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.585028535 | 4 | < 0.1% |
| -1.450053036 | 3 | < 0.1% |
| -3.158853531 | 3 | < 0.1% |
| -1.478862041 | 3 | < 0.1% |
| -1.598899537 | 3 | < 0.1% |
| -0.7613045216 | 3 | < 0.1% |
| -1.484197038 | 3 | < 0.1% |
| -1.732274544 | 3 | < 0.1% |
| -1.461256534 | 3 | < 0.1% |
| -1.383899033 | 3 | < 0.1% |
| Other values (52286) | 52457 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| -16.14711571 | 1 | |
| -14.77205367 | 1 | |
| -14.52774999 | 1 | |
| -14.29665489 | 1 | |
| -14.24649096 | 1 | |
| -14.03430805 | 1 | |
| -13.98847008 | 1 | |
| -13.81120019 | 1 | |
| -12.9386721 | 1 | |
| -12.88180908 | 1 |
| Value | Count | Frequency (%) |
| 2078.62851 | 1 | |
| 2077.037 | 1 | |
| 2075.845068 | 1 | |
| 2074.531012 | 1 | |
| 2073.768561 | 1 | |
| 2072.981598 | 1 | |
| 2072.459827 | 1 | |
| 2072.332601 | 1 | |
| 2071.526566 | 1 | |
| 2071.323407 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52483 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 204.38761 |
| Minimum | 0.0087556085 |
|---|---|
| Maximum | 359.99737 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.0087556085 |
|---|---|
| 5-th percentile | 30.892338 |
| Q1 | 147.45596 |
| median | 222.21096 |
| Q3 | 268.31399 |
| 95-th percentile | 330.2877 |
| Maximum | 359.99737 |
| Range | 359.98861 |
| Interquartile range (IQR) | 120.85804 |
Descriptive statistics
| Standard deviation | 89.800312 |
|---|---|
| Coefficient of variation (CV) | 0.43936279 |
| Kurtosis | -0.53017552 |
| Mean | 204.38761 |
| Median Absolute Deviation (MAD) | 54.326935 |
| Skewness | -0.56377456 |
| Sum | 10727897 |
| Variance | 8064.096 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 277.4647827 | 2 | < 0.1% |
| 306.3887939 | 2 | < 0.1% |
| 276.9495544 | 2 | < 0.1% |
| 282.1563416 | 2 | < 0.1% |
| 276.950592 | 2 | < 0.1% |
| 272.6219667 | 1 | < 0.1% |
| 271.5558739 | 1 | < 0.1% |
| 267.6872632 | 1 | < 0.1% |
| 271.0586562 | 1 | < 0.1% |
| 269.5059775 | 1 | < 0.1% |
| Other values (52473) | 52473 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 0.008755608462 | 1 | |
| 0.01073139114 | 1 | |
| 0.01450898622 | 1 | |
| 0.02724797514 | 1 | |
| 0.03075436255 | 1 | |
| 0.03800275813 | 1 | |
| 0.06816547986 | 1 | |
| 0.07451513504 | 1 | |
| 0.08148678417 | 1 | |
| 0.08569295006 | 1 |
| Value | Count | Frequency (%) |
| 359.9973687 | 1 | |
| 359.9917878 | 1 | |
| 359.991333 | 1 | |
| 359.9867208 | 1 | |
| 359.957253 | 1 | |
| 359.9526609 | 1 | |
| 359.9456787 | 1 | |
| 359.9388308 | 1 | |
| 359.9271398 | 1 | |
| 359.912685 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 14196 |
|---|---|
| Distinct (%) | 27.0% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 203.63813 |
| Minimum | 0.080293669 |
|---|---|
| Maximum | 359.95383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.080293669 |
|---|---|
| 5-th percentile | 28.654795 |
| Q1 | 147.19113 |
| median | 222.92401 |
| Q3 | 269.0217 |
| 95-th percentile | 329.70122 |
| Maximum | 359.95383 |
| Range | 359.87354 |
| Interquartile range (IQR) | 121.83057 |
Descriptive statistics
| Standard deviation | 90.540333 |
|---|---|
| Coefficient of variation (CV) | 0.44461386 |
| Kurtosis | -0.55045272 |
| Mean | 203.63813 |
| Median Absolute Deviation (MAD) | 54.878326 |
| Skewness | -0.57421807 |
| Sum | 10688558 |
| Variance | 8197.5519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 312.9248962 | 151 | 0.3% |
| 225.1191406 | 145 | 0.3% |
| 198.7775879 | 123 | 0.2% |
| 72.55846405 | 120 | 0.2% |
| 234.9972229 | 113 | 0.2% |
| 314.0224609 | 108 | 0.2% |
| 226.2158508 | 107 | 0.2% |
| 220.7288818 | 103 | 0.2% |
| 260.2417297 | 101 | 0.2% |
| 51.70483398 | 98 | 0.2% |
| Other values (14186) | 51319 |
| Value | Count | Frequency (%) |
| 0.08029366936 | 1 | < 0.1% |
| 0.1182251051 | 26 | |
| 0.1182963774 | 1 | < 0.1% |
| 0.1188354418 | 3 | < 0.1% |
| 0.1188659668 | 10 | < 0.1% |
| 0.1188666895 | 2 | < 0.1% |
| 0.1188971922 | 1 | < 0.1% |
| 0.1189067364 | 8 | < 0.1% |
| 0.1190185472 | 7 | < 0.1% |
| 0.1191661358 | 16 |
| Value | Count | Frequency (%) |
| 359.9538346 | 1 | |
| 359.9223584 | 1 | |
| 359.8891907 | 1 | |
| 359.8640617 | 1 | |
| 359.7876982 | 1 | |
| 359.769761 | 1 | |
| 359.7548619 | 1 | |
| 359.736221 | 1 | |
| 359.7067864 | 1 | |
| 359.6829025 | 1 |
blade_angle
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18635 |
|---|---|
| Distinct (%) | 35.5% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5027314 |
| Minimum | 0 |
|---|---|
| Maximum | 92.496666 |
| Zeros | 20809 |
| Zeros (%) | 39.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.10066368 |
| Q3 | 1.3352229 |
| 95-th percentile | 44.996667 |
| Maximum | 92.496666 |
| Range | 92.496666 |
| Interquartile range (IQR) | 1.3352229 |
Descriptive statistics
| Standard deviation | 14.257519 |
|---|---|
| Coefficient of variation (CV) | 2.5909895 |
| Kurtosis | 10.420471 |
| Mean | 5.5027314 |
| Median Absolute Deviation (MAD) | 0.10066368 |
| Skewness | 3.1396589 |
| Sum | 288827.37 |
| Variance | 203.27686 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20809 | |
| 44.99666723 | 3645 | 6.9% |
| 1.49666667 | 1253 | 2.4% |
| 0.02483306751 | 938 | 1.8% |
| 0.04966621902 | 427 | 0.8% |
| 0.07449944518 | 254 | 0.5% |
| 89.99666595 | 179 | 0.3% |
| 0.4966666698 | 169 | 0.3% |
| 0.09933273667 | 167 | 0.3% |
| 1.471666941 | 141 | 0.3% |
| Other values (18625) | 24506 |
| Value | Count | Frequency (%) |
| 0 | 20809 | |
| 0.0001666666552 | 3 | < 0.1% |
| 0.0001666666622 | 9 | < 0.1% |
| 0.0001754385885 | 1 | < 0.1% |
| 0.0001754385918 | 3 | < 0.1% |
| 0.0001960784262 | 1 | < 0.1% |
| 0.0003333333104 | 1 | < 0.1% |
| 0.0003333333201 | 10 | < 0.1% |
| 0.0003333333244 | 7 | < 0.1% |
| 0.000350877177 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.49666595 | 47 | |
| 92.48149951 | 1 | < 0.1% |
| 92.32549866 | 1 | < 0.1% |
| 92.23666636 | 1 | < 0.1% |
| 92.22666677 | 1 | < 0.1% |
| 92.22666423 | 7 | < 0.1% |
| 92.22133376 | 1 | < 0.1% |
| 92.21666972 | 14 | < 0.1% |
| 92.20333099 | 4 | < 0.1% |
| 92.19999952 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
| Distinct | 36125 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.475873 |
| Minimum | 13.125 |
|---|---|
| Maximum | 75.01 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 13.125 |
|---|---|
| 5-th percentile | 45.11 |
| Q1 | 63.751876 |
| median | 67.156382 |
| Q3 | 69.097498 |
| 95-th percentile | 71.2025 |
| Maximum | 75.01 |
| Range | 61.885 |
| Interquartile range (IQR) | 5.3456227 |
Descriptive statistics
| Standard deviation | 8.1369942 |
|---|---|
| Coefficient of variation (CV) | 0.12620216 |
| Kurtosis | 6.3565535 |
| Mean | 64.475873 |
| Median Absolute Deviation (MAD) | 2.3672255 |
| Skewness | -2.3926163 |
| Sum | 3384209.6 |
| Variance | 66.210674 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28.89999962 | 12 | < 0.1% |
| 68.75 | 12 | < 0.1% |
| 67.43500023 | 11 | < 0.1% |
| 69 | 11 | < 0.1% |
| 68.9375 | 10 | < 0.1% |
| 67.31999969 | 10 | < 0.1% |
| 68.98500023 | 10 | < 0.1% |
| 68.49249954 | 9 | < 0.1% |
| 67.75 | 9 | < 0.1% |
| 69.46750031 | 9 | < 0.1% |
| Other values (36115) | 52385 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 13.125 | 1 | |
| 13.21249962 | 1 | |
| 13.33500004 | 1 | |
| 13.37250042 | 1 | |
| 13.39999962 | 1 | |
| 13.46500015 | 1 | |
| 13.5975008 | 1 | |
| 13.66250038 | 1 | |
| 13.70499992 | 1 | |
| 13.89999962 | 1 |
| Value | Count | Frequency (%) |
| 75.01000023 | 1 | |
| 74.80750084 | 1 | |
| 74.56750031 | 1 | |
| 74.54999924 | 1 | |
| 74.51999931 | 1 | |
| 74.43157999 | 1 | |
| 74.42500153 | 1 | |
| 74.40500183 | 1 | |
| 74.39473885 | 1 | |
| 74.39250183 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 51305 |
|---|---|
| Distinct (%) | 97.7% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.489858 |
| Minimum | 0 |
|---|---|
| Maximum | 15.312472 |
| Zeros | 1125 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.63181662 |
| Q1 | 9.2064733 |
| median | 10.574084 |
| Q3 | 13.384548 |
| 95-th percentile | 15.148088 |
| Maximum | 15.312472 |
| Range | 15.312472 |
| Interquartile range (IQR) | 4.1780748 |
Descriptive statistics
| Standard deviation | 3.8657472 |
|---|---|
| Coefficient of variation (CV) | 0.36852236 |
| Kurtosis | 1.3370155 |
| Mean | 10.489858 |
| Median Absolute Deviation (MAD) | 1.5819568 |
| Skewness | -1.2131278 |
| Sum | 550591.67 |
| Variance | 14.944001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1125 | 2.1% |
| 0.0110000018 | 7 | < 0.1% |
| 0.01200000197 | 4 | < 0.1% |
| 0.02250000369 | 3 | < 0.1% |
| 0.01050000242 | 3 | < 0.1% |
| 0.0250000041 | 3 | < 0.1% |
| 0.01450000238 | 3 | < 0.1% |
| 0.01250000205 | 3 | < 0.1% |
| 0.0220000043 | 2 | < 0.1% |
| 9.826178551 | 2 | < 0.1% |
| Other values (51295) | 51333 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1125 | |
| 0.000483000098 | 1 | < 0.1% |
| 0.007436001208 | 1 | < 0.1% |
| 0.007528502028 | 1 | < 0.1% |
| 0.01050000242 | 3 | < 0.1% |
| 0.0110000018 | 7 | < 0.1% |
| 0.01105263457 | 1 | < 0.1% |
| 0.01111400197 | 1 | < 0.1% |
| 0.01117700175 | 1 | < 0.1% |
| 0.01150000188 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.31247221 | 1 | |
| 15.31193528 | 1 | |
| 15.29943305 | 1 | |
| 15.29218452 | 1 | |
| 15.29162742 | 1 | |
| 15.29040658 | 1 | |
| 15.28961188 | 1 | |
| 15.286452 | 1 | |
| 15.28637628 | 1 | |
| 15.28574838 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52463 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1244.5095 |
| Minimum | -41.413587 |
|---|---|
| Maximum | 1815.633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 519 |
| Negative (%) | 1.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -41.413587 |
|---|---|
| 5-th percentile | 75.606592 |
| Q1 | 1093.4911 |
| median | 1255.2035 |
| Q3 | 1587.2622 |
| 95-th percentile | 1795.1296 |
| Maximum | 1815.633 |
| Range | 1857.0466 |
| Interquartile range (IQR) | 493.77103 |
Descriptive statistics
| Standard deviation | 457.79552 |
|---|---|
| Coefficient of variation (CV) | 0.36785218 |
| Kurtosis | 1.3510334 |
| Mean | 1244.5095 |
| Median Absolute Deviation (MAD) | 187.53065 |
| Skewness | -1.2197756 |
| Sum | 65321814 |
| Variance | 209576.74 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1065.858032 | 2 | < 0.1% |
| 1256.713909 | 2 | < 0.1% |
| 1069.023682 | 2 | < 0.1% |
| 1799.450054 | 2 | < 0.1% |
| 1121.412809 | 2 | < 0.1% |
| 1113.646414 | 2 | < 0.1% |
| 1796.671383 | 2 | < 0.1% |
| 1069.979126 | 2 | < 0.1% |
| 1250.973267 | 2 | < 0.1% |
| 1790.915096 | 2 | < 0.1% |
| Other values (52453) | 52468 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| -41.41358703 | 1 | |
| -10.80355365 | 1 | |
| -1.099502312 | 1 | |
| -1.072384944 | 1 | |
| -1.06880878 | 1 | |
| -1.067865374 | 1 | |
| -1.053867878 | 1 | |
| -1.05358269 | 1 | |
| -1.030063413 | 1 | |
| -1.021621519 | 1 |
| Value | Count | Frequency (%) |
| 1815.632978 | 1 | |
| 1814.167711 | 1 | |
| 1813.615391 | 1 | |
| 1813.536261 | 1 | |
| 1813.031496 | 1 | |
| 1812.909313 | 1 | |
| 1812.195351 | 1 | |
| 1812.118486 | 1 | |
| 1811.736343 | 1 | |
| 1810.063156 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 32042 |
|---|---|
| Distinct (%) | 61.0% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.140951 |
| Minimum | -0.57750005 |
|---|---|
| Maximum | 35.9925 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 127 |
| Negative (%) | 0.2% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -0.57750005 |
|---|---|
| 5-th percentile | 3.07 |
| Q1 | 6.849375 |
| median | 10.41 |
| Q3 | 15.056875 |
| 95-th percentile | 20.871625 |
| Maximum | 35.9925 |
| Range | 36.57 |
| Interquartile range (IQR) | 8.2075002 |
Descriptive statistics
| Standard deviation | 5.6223122 |
|---|---|
| Coefficient of variation (CV) | 0.5046528 |
| Kurtosis | 0.084132724 |
| Mean | 11.140951 |
| Median Absolute Deviation (MAD) | 3.9899996 |
| Skewness | 0.51968938 |
| Sum | 584766.24 |
| Variance | 31.610394 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.5 | 85 | 0.2% |
| 7.400000095 | 70 | 0.1% |
| 6.699999809 | 68 | 0.1% |
| 10.60000038 | 66 | 0.1% |
| 6.300000191 | 64 | 0.1% |
| 6.599999905 | 63 | 0.1% |
| 7.199999809 | 61 | 0.1% |
| 7.900000095 | 59 | 0.1% |
| 6.800000191 | 56 | 0.1% |
| 7.699999809 | 55 | 0.1% |
| Other values (32032) | 51841 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| -0.5775000453 | 1 | |
| -0.5657894611 | 1 | |
| -0.5285714269 | 1 | |
| -0.5275000334 | 1 | |
| -0.5074999928 | 1 | |
| -0.4925000072 | 1 | |
| -0.4850000143 | 1 | |
| -0.4774999917 | 2 | |
| -0.4724999964 | 2 | |
| -0.4675000012 | 1 |
| Value | Count | Frequency (%) |
| 35.99250011 | 2 | |
| 35.92000103 | 1 | |
| 35.84250126 | 1 | |
| 35.79750099 | 1 | |
| 35.74000092 | 1 | |
| 35.73750114 | 1 | |
| 35.7026323 | 1 | |
| 35.66250019 | 1 | |
| 35.475 | 1 | |
| 35.27500019 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
| Distinct | 37909 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.000151 |
| Minimum | 14.165 |
|---|---|
| Maximum | 82.794736 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 14.165 |
|---|---|
| 5-th percentile | 44.29175 |
| Q1 | 62.5575 |
| median | 70.047369 |
| Q3 | 72.694999 |
| 95-th percentile | 74.265 |
| Maximum | 82.794736 |
| Range | 68.629736 |
| Interquartile range (IQR) | 10.137499 |
Descriptive statistics
| Standard deviation | 9.7374297 |
|---|---|
| Coefficient of variation (CV) | 0.14753648 |
| Kurtosis | 2.8782353 |
| Mean | 66.000151 |
| Median Absolute Deviation (MAD) | 3.4873685 |
| Skewness | -1.719638 |
| Sum | 3464215.9 |
| Variance | 94.817538 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.39999962 | 15 | < 0.1% |
| 29.60000038 | 12 | < 0.1% |
| 73.50999985 | 10 | < 0.1% |
| 73.47749939 | 10 | < 0.1% |
| 73 | 9 | < 0.1% |
| 73.75750008 | 9 | < 0.1% |
| 73.48499985 | 9 | < 0.1% |
| 71.07500038 | 9 | < 0.1% |
| 73.875 | 9 | < 0.1% |
| 72.40000153 | 9 | < 0.1% |
| Other values (37899) | 52387 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 14.16499996 | 1 | |
| 14.18499947 | 1 | |
| 14.22999954 | 1 | |
| 14.30000019 | 1 | |
| 14.35750008 | 1 | |
| 14.40999985 | 1 | |
| 14.48499966 | 1 | |
| 14.60000038 | 1 | |
| 14.60750008 | 1 | |
| 14.69999981 | 1 |
| Value | Count | Frequency (%) |
| 82.79473596 | 1 | |
| 82.04249954 | 1 | |
| 81.7593751 | 1 | |
| 81.3166665 | 1 | |
| 81.28947449 | 1 | |
| 80.72749939 | 1 | |
| 80.61499901 | 1 | |
| 80.49249916 | 1 | |
| 80.38499985 | 1 | |
| 80.344737 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
| Distinct | 52485 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 73 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.503703 |
| Minimum | 2.0760748 |
|---|---|
| Maximum | 256.35336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 2.0760748 |
|---|---|
| 5-th percentile | 3.9595409 |
| Q1 | 43.979824 |
| median | 66.449416 |
| Q3 | 94.860385 |
| 95-th percentile | 136.87327 |
| Maximum | 256.35336 |
| Range | 254.27729 |
| Interquartile range (IQR) | 50.880561 |
Descriptive statistics
| Standard deviation | 38.543116 |
|---|---|
| Coefficient of variation (CV) | 0.55454766 |
| Kurtosis | -0.070351841 |
| Mean | 69.503703 |
| Median Absolute Deviation (MAD) | 25.254549 |
| Skewness | 0.35501245 |
| Sum | 3648040.9 |
| Variance | 1485.5718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78.80155945 | 2 | < 0.1% |
| 64.19764709 | 2 | < 0.1% |
| 54.78525162 | 1 | < 0.1% |
| 43.48230529 | 1 | < 0.1% |
| 55.44305544 | 1 | < 0.1% |
| 49.53755081 | 1 | < 0.1% |
| 64.93752661 | 1 | < 0.1% |
| 60.97089272 | 1 | < 0.1% |
| 64.91128392 | 1 | < 0.1% |
| 62.1121562 | 1 | < 0.1% |
| Other values (52475) | 52475 | |
| (Missing) | 73 | 0.1% |
| Value | Count | Frequency (%) |
| 2.076074839 | 1 | |
| 2.114367247 | 1 | |
| 2.121529579 | 1 | |
| 2.139735699 | 1 | |
| 2.210576774 | 1 | |
| 2.218492707 | 1 | |
| 2.245212317 | 1 | |
| 2.250659728 | 1 | |
| 2.286777496 | 1 | |
| 2.322940826 | 1 |
| Value | Count | Frequency (%) |
| 256.3533607 | 1 | |
| 251.011292 | 1 | |
| 250.8053684 | 1 | |
| 248.0438828 | 1 | |
| 240.631451 | 1 | |
| 236.2135605 | 1 | |
| 233.2323858 | 1 | |
| 231.088124 | 1 | |
| 230.8741627 | 1 | |
| 229.533655 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52352 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9315454 |
| Minimum | 0.17403787 |
|---|---|
| Maximum | 22.935832 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.17403787 |
|---|---|
| 5-th percentile | 2.2438735 |
| Q1 | 4.1183394 |
| median | 5.68997 |
| Q3 | 7.3512302 |
| 95-th percentile | 10.644339 |
| Maximum | 22.935832 |
| Range | 22.761794 |
| Interquartile range (IQR) | 3.2328907 |
Descriptive statistics
| Standard deviation | 2.610275 |
|---|---|
| Coefficient of variation (CV) | 0.4400666 |
| Kurtosis | 1.3636051 |
| Mean | 5.9315454 |
| Median Absolute Deviation (MAD) | 1.6167205 |
| Skewness | 0.82928972 |
| Sum | 311334.96 |
| Variance | 6.8135357 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.641243458 | 2 | < 0.1% |
| 5.824251127 | 2 | < 0.1% |
| 5.04553566 | 2 | < 0.1% |
| 4.427404368 | 2 | < 0.1% |
| 7.195165992 | 2 | < 0.1% |
| 4.422912264 | 2 | < 0.1% |
| 6.121975121 | 2 | < 0.1% |
| 7.520288134 | 2 | < 0.1% |
| 3.99959445 | 2 | < 0.1% |
| 6.821428633 | 2 | < 0.1% |
| Other values (52342) | 52468 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 0.1740378678 | 1 | |
| 0.2303816199 | 1 | |
| 0.2418941408 | 1 | |
| 0.249393905 | 1 | |
| 0.2879439 | 1 | |
| 0.2978626758 | 1 | |
| 0.3236250987 | 1 | |
| 0.3263626242 | 1 | |
| 0.330075185 | 1 | |
| 0.3309189379 | 1 |
| Value | Count | Frequency (%) |
| 22.93583183 | 1 | |
| 22.66286268 | 1 | |
| 21.26717763 | 1 | |
| 21.11850767 | 1 | |
| 21.11803871 | 1 | |
| 20.73246336 | 1 | |
| 20.42642341 | 1 | |
| 20.02174215 | 1 | |
| 19.83316598 | 1 | |
| 19.35102329 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
| Distinct | 52485 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 73 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.054235 |
| Minimum | 0.47814372 |
|---|---|
| Maximum | 228.80391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.47814372 |
|---|---|
| 5-th percentile | 3.8999071 |
| Q1 | 18.407042 |
| median | 26.49873 |
| Q3 | 37.724222 |
| 95-th percentile | 57.913139 |
| Maximum | 228.80391 |
| Range | 228.32576 |
| Interquartile range (IQR) | 19.317179 |
Descriptive statistics
| Standard deviation | 16.69434 |
|---|---|
| Coefficient of variation (CV) | 0.57459233 |
| Kurtosis | 3.5628202 |
| Mean | 29.054235 |
| Median Absolute Deviation (MAD) | 9.378769 |
| Skewness | 1.2281268 |
| Sum | 1524969.6 |
| Variance | 278.701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.22486687 | 2 | < 0.1% |
| 26.73881536 | 2 | < 0.1% |
| 20.53714752 | 1 | < 0.1% |
| 19.95674908 | 1 | < 0.1% |
| 18.91882977 | 1 | < 0.1% |
| 31.24459066 | 1 | < 0.1% |
| 27.19142656 | 1 | < 0.1% |
| 27.80918205 | 1 | < 0.1% |
| 29.25079234 | 1 | < 0.1% |
| 35.30718451 | 1 | < 0.1% |
| Other values (52475) | 52475 | |
| (Missing) | 73 | 0.1% |
| Value | Count | Frequency (%) |
| 0.4781437218 | 1 | |
| 1.925719147 | 1 | |
| 2.127942796 | 1 | |
| 2.130203724 | 1 | |
| 2.137459932 | 1 | |
| 2.168292549 | 1 | |
| 2.202179432 | 1 | |
| 2.246272024 | 1 | |
| 2.265013959 | 1 | |
| 2.273271241 | 1 |
| Value | Count | Frequency (%) |
| 228.8039074 | 1 | |
| 181.401366 | 1 | |
| 156.6703199 | 1 | |
| 155.2311286 | 1 | |
| 152.0183294 | 1 | |
| 140.1578468 | 1 | |
| 140.1567275 | 1 | |
| 138.723366 | 1 | |
| 137.6132595 | 1 | |
| 134.4883854 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 73 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 396.57509 |
| Minimum | 391 |
|---|---|
| Maximum | 401 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 391 |
|---|---|
| 5-th percentile | 392 |
| Q1 | 394 |
| median | 398 |
| Q3 | 400 |
| 95-th percentile | 401 |
| Maximum | 401 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.3013254 |
|---|---|
| Coefficient of variation (CV) | 0.0083245909 |
| Kurtosis | -1.4961529 |
| Mean | 396.57509 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.056839742 |
| Sum | 20815037 |
| Variance | 10.898749 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 394 | 11614 | |
| 398 | 9308 | |
| 401 | 8220 | |
| 400 | 7548 | |
| 392 | 5030 | |
| 393 | 3939 | 7.5% |
| 395 | 1997 | 3.8% |
| 399 | 1803 | 3.4% |
| 391 | 1775 | 3.4% |
| 397 | 905 | 1.7% |
| Value | Count | Frequency (%) |
| 391 | 1775 | 3.4% |
| 392 | 5030 | |
| 393 | 3939 | 7.5% |
| 394 | 11614 | |
| 395 | 1997 | 3.8% |
| 396 | 348 | 0.7% |
| 397 | 905 | 1.7% |
| 398 | 9308 | |
| 399 | 1803 | 3.4% |
| 400 | 7548 |
| Value | Count | Frequency (%) |
| 401 | 8220 | |
| 400 | 7548 | |
| 399 | 1803 | 3.4% |
| 398 | 9308 | |
| 397 | 905 | 1.7% |
| 396 | 348 | 0.7% |
| 395 | 1997 | 3.8% |
| 394 | 11614 | |
| 393 | 3939 | 7.5% |
| 392 | 5030 |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.129 | 0.132 | -0.428 | 0.644 | 0.986 | 0.986 | -0.197 | 0.924 | 0.479 | 0.982 | 0.719 | -0.025 |
| Wind direction (°) | 0.129 | 1.000 | 0.892 | -0.060 | 0.098 | 0.128 | 0.128 | -0.032 | 0.130 | 0.044 | 0.121 | 0.102 | -0.093 |
| Nacelle position (°) | 0.132 | 0.892 | 1.000 | -0.059 | 0.098 | 0.132 | 0.132 | -0.039 | 0.134 | 0.044 | 0.130 | 0.103 | -0.088 |
| blade_angle | -0.428 | -0.060 | -0.059 | 1.000 | -0.608 | -0.409 | -0.410 | 0.173 | -0.478 | -0.147 | -0.416 | -0.151 | -0.047 |
| Rear bearing temperature (°C) | 0.644 | 0.098 | 0.098 | -0.608 | 1.000 | 0.640 | 0.638 | 0.063 | 0.790 | 0.370 | 0.629 | 0.424 | 0.050 |
| Rotor speed (RPM) | 0.986 | 0.128 | 0.132 | -0.409 | 0.640 | 1.000 | 1.000 | -0.185 | 0.920 | 0.523 | 0.965 | 0.745 | -0.019 |
| Generator RPM (RPM) | 0.986 | 0.128 | 0.132 | -0.410 | 0.638 | 1.000 | 1.000 | -0.191 | 0.920 | 0.522 | 0.965 | 0.745 | -0.019 |
| Nacelle ambient temperature (°C) | -0.197 | -0.032 | -0.039 | 0.173 | 0.063 | -0.185 | -0.191 | 1.000 | -0.151 | -0.046 | -0.182 | -0.077 | 0.139 |
| Front bearing temperature (°C) | 0.924 | 0.130 | 0.134 | -0.478 | 0.790 | 0.920 | 0.920 | -0.151 | 1.000 | 0.445 | 0.907 | 0.650 | 0.002 |
| Tower Acceleration X (mm/ss) | 0.479 | 0.044 | 0.044 | -0.147 | 0.370 | 0.523 | 0.522 | -0.046 | 0.445 | 1.000 | 0.426 | 0.841 | 0.024 |
| Wind speed (m/s) | 0.982 | 0.121 | 0.130 | -0.416 | 0.629 | 0.965 | 0.965 | -0.182 | 0.907 | 0.426 | 1.000 | 0.678 | -0.018 |
| Tower Acceleration y (mm/ss) | 0.719 | 0.102 | 0.103 | -0.151 | 0.424 | 0.745 | 0.745 | -0.077 | 0.650 | 0.841 | 0.678 | 1.000 | 0.006 |
| Metal particle count counter | -0.025 | -0.093 | -0.088 | -0.047 | 0.050 | -0.019 | -0.019 | 0.139 | 0.002 | 0.024 | -0.018 | 0.006 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-01 00:00:00 | 211.635132 | 285.916016 | 299.753601 | 0.075166 | 64.517502 | 9.362610 | 1111.864258 | 8.505000 | 64.867500 | 54.785252 | 4.903069 | 20.537148 | 391.0 |
| 1 | 2019-01-01 00:10:00 | 242.319199 | 292.165405 | 299.753601 | 0.077999 | 64.724998 | 9.558521 | 1136.153931 | 8.500000 | 64.735001 | 81.348701 | 4.800121 | 25.213936 | 391.0 |
| 2 | 2019-01-01 00:20:00 | 402.834900 | 293.648682 | 299.753601 | 0.000000 | 67.132500 | 10.829854 | 1285.858398 | 8.500000 | 67.729996 | 60.235203 | 5.871437 | 18.700808 | 391.0 |
| 3 | 2019-01-01 00:30:00 | 358.578827 | 293.884094 | 299.753601 | 0.000000 | 67.627502 | 10.469080 | 1243.412598 | 8.500000 | 68.860001 | 58.823032 | 5.917954 | 18.059677 | 391.0 |
| 4 | 2019-01-01 00:40:00 | 202.455673 | 305.036804 | 299.753601 | 0.124166 | 66.320000 | 9.342399 | 1110.009644 | 8.467500 | 67.309998 | 84.646362 | 4.557156 | 19.411240 | 391.0 |
| 5 | 2019-01-01 00:50:00 | 125.681793 | 318.457123 | 299.753601 | 0.647666 | 64.752502 | 9.180084 | 1091.270264 | 8.500000 | 64.622498 | 62.165512 | 3.786274 | 23.358706 | 391.0 |
| 6 | 2019-01-01 01:00:00 | 258.772369 | 317.305176 | 299.753601 | 0.024833 | 65.957504 | 9.667500 | 1148.611206 | 8.412499 | 65.675003 | 82.611214 | 4.763720 | 26.115253 | 391.0 |
| 7 | 2019-01-01 01:10:00 | 151.989883 | 309.632996 | 299.753601 | 0.397833 | 65.440002 | 9.309869 | 1105.595581 | 8.400000 | 65.169998 | 69.150185 | 4.300307 | 21.556602 | 391.0 |
| 8 | 2019-01-01 01:20:00 | 194.871048 | 298.910522 | 299.753601 | 0.148999 | 65.762497 | 9.350759 | 1111.397095 | 8.222500 | 65.217499 | 79.777954 | 4.663204 | 27.522284 | 391.0 |
| 9 | 2019-01-01 01:30:00 | 158.836700 | 289.073761 | 299.753601 | 0.278499 | 65.285004 | 9.194772 | 1093.282227 | 8.140000 | 64.742500 | 84.414391 | 4.520644 | 29.813000 | 391.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52550 | 2019-12-31 22:20:00 | 208.041879 | 98.926423 | 102.192154 | 0.092665 | 64.499998 | 9.337492 | 1110.432049 | 6.4750 | 63.565001 | 55.726338 | 4.820670 | 22.845190 | 401.0 |
| 52551 | 2019-12-31 22:30:00 | 246.037477 | 99.355834 | 102.192154 | 0.000000 | 65.209999 | 9.440755 | 1120.963223 | 6.4025 | 64.817500 | 53.159803 | 5.119192 | 25.241300 | 401.0 |
| 52552 | 2019-12-31 22:40:00 | 154.973896 | 91.023395 | 102.192154 | 0.247166 | 64.642500 | 9.042241 | 1074.995951 | 6.2425 | 64.437500 | 69.757484 | 4.503715 | 28.891085 | 401.0 |
| 52553 | 2019-12-31 22:50:00 | 199.176134 | 92.477647 | 102.192154 | 0.024833 | 64.427500 | 9.117281 | 1085.332575 | 6.0050 | 64.125000 | 48.118172 | 4.717109 | 25.078848 | 401.0 |
| 52554 | 2019-12-31 23:00:00 | 205.841547 | 95.377971 | 102.192154 | 0.074499 | 64.129999 | 9.269696 | 1101.830486 | 6.0000 | 63.822500 | 57.825670 | 4.794868 | 30.499242 | 401.0 |
| 52555 | 2019-12-31 23:10:00 | 223.290188 | 94.607340 | 102.192154 | 0.024833 | 64.257500 | 9.309766 | 1107.150129 | 5.9550 | 63.945001 | 69.344871 | 4.829951 | 31.991540 | 401.0 |
| 52556 | 2019-12-31 23:20:00 | 203.044714 | 96.724236 | 102.192154 | 0.074665 | 64.045000 | 9.262432 | 1102.184235 | 5.9800 | 63.770001 | 69.836691 | 4.905129 | 31.080175 | 401.0 |
| 52557 | 2019-12-31 23:30:00 | 326.498573 | 97.190545 | 102.192154 | 0.000000 | 65.347500 | 10.130564 | 1203.313442 | 5.9475 | 65.375000 | 50.382201 | 5.548041 | 21.947518 | 401.0 |
| 52558 | 2019-12-31 23:40:00 | 326.126704 | 103.512831 | 102.192154 | 0.000000 | 66.340001 | 10.162920 | 1207.865284 | 5.9750 | 67.137501 | 65.377648 | 5.368041 | 22.743052 | 401.0 |
| 52559 | 2019-12-31 23:50:00 | 282.695367 | 108.850285 | 102.192154 | 0.032166 | 66.170000 | 9.888032 | 1175.423927 | 6.0650 | 67.032501 | 123.373575 | 5.375930 | 34.570594 | 401.0 |